{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# External Source Operator - basic usage\n",
    "\n",
    "In this example, we will show you how to use the `ExternalSource` operator, so that you can\n",
    "use an external data source as an input to the pipeline."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import types\n",
    "import collections\n",
    "import numpy as np\n",
    "from random import shuffle\n",
    "from nvidia.dali.pipeline import Pipeline\n",
    "import nvidia.dali.fn as fn\n",
    "import nvidia.dali.types as types\n",
    "\n",
    "batch_size = 16"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Define the Data Source\n",
    "In this example, we will use an infinite iterator as a data source."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ExternalInputIterator(object):\n",
    "    def __init__(self, batch_size):\n",
    "        self.images_dir = \"../../data/images/\"\n",
    "        self.batch_size = batch_size\n",
    "        with open(self.images_dir + \"file_list.txt\", \"r\") as f:\n",
    "            self.files = [line.rstrip() for line in f if line != \"\"]\n",
    "        shuffle(self.files)\n",
    "\n",
    "    def __iter__(self):\n",
    "        self.i = 0\n",
    "        self.n = len(self.files)\n",
    "        return self\n",
    "\n",
    "    def __next__(self):\n",
    "        batch = []\n",
    "        labels = []\n",
    "        for _ in range(self.batch_size):\n",
    "            jpeg_filename, label = self.files[self.i].split(\" \")\n",
    "            f = open(self.images_dir + jpeg_filename, \"rb\")\n",
    "            batch.append(np.frombuffer(f.read(), dtype=np.uint8))\n",
    "            labels.append(np.array([label], dtype=np.uint8))\n",
    "            self.i = (self.i + 1) % self.n\n",
    "        return (batch, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<div class=\"alert alert-block alert-warning\">\n",
    "<b>Warning</b>\n",
    "\n",
    "When the pipeline has conditional execution enabled, additional steps must be taken to prevent the `source` from being rewritten by AutoGraph.\n",
    "There are two ways to achieve this:\n",
    "1. Define the function at global scope (i.e. outside of `pipeline_def` scope).\n",
    "2. If function is a result of another \"factory\" function, then the factory function must be defined outside pipeline definition function and decorated with `<nvidia.dali.pipeline.do_not_convert>`.\n",
    "\n",
    "More details can be found in `nvidia.dali.pipeline.do_not_convert` documentation.\n",
    "</div>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Defining the Pipeline\n",
    "\n",
    "The next step is to define the Pipeline.\n",
    "\n",
    "The `ExternalSource` operator accepts an iterable or a callable. If the source provides multiple outputs (for example images and labels), that number must also be specified as the `num_outputs` argument.\n",
    "\n",
    "Internally, the pipeline will call `source` (if callable) or run `next(source)` (if iterable) when additional data is needed to keep the pipeline running."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "eii = ExternalInputIterator(batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = Pipeline(batch_size=batch_size, num_threads=2, device_id=0)\n",
    "with pipe:\n",
    "    jpegs, labels = fn.external_source(\n",
    "        source=eii, num_outputs=2, dtype=types.UINT8\n",
    "    )\n",
    "    decode = fn.decoders.image(jpegs, device=\"mixed\", output_type=types.RGB)\n",
    "    enhance = fn.brightness_contrast(decode, contrast=2)\n",
    "    pipe.set_outputs(enhance, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using the Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe.build()\n",
    "pipe_out = pipe.run()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, the labels are still in the memory and no `as_cpu` call is needed to show the labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch_cpu = pipe_out[0].as_cpu()\n",
    "labels_cpu = pipe_out[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(427, 640, 3)\n",
      "[1]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f65d55db7f0>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = batch_cpu.at(2)\n",
    "print(img.shape)\n",
    "print(labels_cpu.at(2))\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(img)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Interacting with the GPU Input\n",
    "\n",
    "The external source operator can also accept GPU data from CuPy or any other data source that supports the [cuda array interface](https://numba.pydata.org/numba-doc/latest/cuda/cuda_array_interface.html).\n",
    "For this example, we create the `ExternalInputGpuIterator` that returns data on the GPU. Since `decoders.image` does not accept data on the GPU we need to decode it outside DALI on the CPU and then move it to the GPU. Typically, because of the operation of another library, the image; or other data will already be on the GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cupy as cp\n",
    "import imageio\n",
    "\n",
    "\n",
    "class ExternalInputGpuIterator(object):\n",
    "    def __init__(self, batch_size):\n",
    "        self.images_dir = \"../../data/images/\"\n",
    "        self.batch_size = batch_size\n",
    "        with open(self.images_dir + \"file_list.txt\", \"r\") as f:\n",
    "            self.files = [line.rstrip() for line in f if line != \"\"]\n",
    "        shuffle(self.files)\n",
    "\n",
    "    def __iter__(self):\n",
    "        self.i = 0\n",
    "        self.n = len(self.files)\n",
    "        return self\n",
    "\n",
    "    def __next__(self):\n",
    "        batch = []\n",
    "        labels = []\n",
    "        for _ in range(self.batch_size):\n",
    "            jpeg_filename, label = self.files[self.i].split(\" \")\n",
    "            im = imageio.imread(self.images_dir + jpeg_filename)\n",
    "            im = cp.asarray(im)\n",
    "            im = im * 0.6\n",
    "            batch.append(im.astype(cp.uint8))\n",
    "            labels.append(cp.array([label], dtype=np.uint8))\n",
    "            self.i = (self.i + 1) % self.n\n",
    "        return (batch, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Let us modify the previous pipeline by using the GPU version of the ExternalSource operator and remove the decoding \n",
    "\n",
    "   **Note**: We assume that the raw image is already on the GPU."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'cupy.core.core.ndarray'>\n"
     ]
    }
   ],
   "source": [
    "eii_gpu = ExternalInputGpuIterator(batch_size)\n",
    "\n",
    "print(type(next(iter(eii_gpu))[0][0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe_gpu = Pipeline(batch_size=batch_size, num_threads=2, device_id=0)\n",
    "with pipe_gpu:\n",
    "    images, labels = fn.external_source(\n",
    "        source=eii_gpu, num_outputs=2, device=\"gpu\", dtype=types.UINT8\n",
    "    )\n",
    "    enhance = fn.brightness_contrast(images, contrast=2)\n",
    "    pipe_gpu.set_outputs(enhance, labels)\n",
    "\n",
    "pipe_gpu.build()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "2. Visualize the results:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(480, 640, 3)\n",
      "[1]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f65d55a0ba8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pipe_out_gpu = pipe_gpu.run()\n",
    "batch_gpu = pipe_out_gpu[0].as_cpu()\n",
    "labels_gpu = pipe_out_gpu[1].as_cpu()\n",
    "\n",
    "img = batch_gpu.at(2)\n",
    "print(img.shape)\n",
    "print(labels_cpu.at(2))\n",
    "plt.axis(\"off\")\n",
    "plt.imshow(img)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
